{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 514,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "from IPython.core.pylabtools import figsize\n",
    "import matplotlib.lines as mlines\n",
    "\n",
    "import seaborn as sns\n",
    "\n",
    "\n",
    "from sklearn.linear_model import LogisticRegressionCV\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.svm import SVC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-01T02:07:12.614193Z",
     "start_time": "2019-03-01T02:07:12.604166Z"
    }
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'load_some_dataset10' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-12-1d953ba1c2c5>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[0mmachine_learning_model\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mRandomForestClassifier\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0mX\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mload_some_dataset10\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'dataold15_version5.csv'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      5\u001b[0m \u001b[0my\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'column'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'load_some_dataset10' is not defined"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "machine_learning_model = RandomForestClassifier()\n",
    "\n",
    "X = load_some_dataset10('dataold15_version5.csv')\n",
    "y = X['column']\n",
    "\n",
    "machine_learning_model.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 522,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Determine the roc curve and the auc and display\n",
    "def calc_roc(probs, y_test):\n",
    "  # Calculate the area under the roc curve\n",
    "  auc = roc_auc_score(y_test, probs)\n",
    "  # Calculate metrics for the roc curve\n",
    "  fpr, tpr, thresholds = roc_curve(y_test, probs)\n",
    "  \n",
    "  plt.style.use('bmh')\n",
    "  plt.figure(figsize = (8, 8))\n",
    "  \n",
    "  # Plot the roc curve\n",
    "  plt.plot(fpr, tpr, 'b')\n",
    "  plt.xlabel('False Positive Rate', size = 16)\n",
    "  plt.ylabel('True Positive Rate', size = 16)\n",
    "  plt.title('Receiver Operating Characteristic Curve, AUC = %0.4f' % auc, \n",
    "            size = 18)\n",
    "  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 1, 0, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1])"
      ]
     },
     "execution_count": 261,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "algorithms['kmeans'].labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "metadata": {},
   "outputs": [],
   "source": [
    "nmi_results = []\n",
    "ars_results = []\n",
    "\n",
    "y_true_val = list(y_true.values()\n",
    "\n",
    "# Append the results into lists\n",
    "for y_pred in results:\n",
    "    nmi_results.append(normalized_mutual_info_score(y_true_val, y_pred))\n",
    "    ars_results.append(adjusted_rand_score(y_true_val, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 354,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b954329ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create the model in a context\n",
    "with pm.Model() as logistic_model:\n",
    "  \n",
    "    # Build the model using the formula and specify the data likelihood \n",
    "    pm.GLM.from_formula(formula, data = X_with_labels, family = pm.glm.families.Binomial())\n",
    "    \n",
    "    # Using the no-uturn sampler\n",
    "    sampler = pm.NUTS()\n",
    "    \n",
    "    # Sample from the posterior using NUTS\n",
    "    trace_log = pm.sample(draws=5000, step = sampler, chains=2, tune=1000, random_seed=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
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